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Hi,
I'm an astrophysics post doc at the University of Sydney and this package looks to be exactly what I need to do some inference on some timeseries to find exoplanets. A big thanks from me for maintaining it and for the nice tutorials!
Anyway, perhaps it's well known but the GitHub version of the package is different to the PyPI version, so there are some hitches when following the tutorials. Noteably, particles.smoothing.ParticleHistory.backward_sampling_ON2 doesn't exist in the PyPI version (there is _backward_sampling_ON2, but that works differently). It might be worth updating the PyPI verison.
If you are reading this as someone with the same issue, uninstall the PyPI version (pip uninstall particles) and then install directly from GitHub (pip install "git+https://github.com/nchopin/particles.git"), which remedies the issue.
Thanks again for the package!
Cheers,
David